Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	581
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	41.0 KiB
Average record size in memory	72.2 B

Variable types

Numeric	9

Alerts

`Pregnancies` is highly correlated with `Age`	High correlation
`Age` is highly correlated with `Pregnancies`	High correlation
`Pregnancies` is highly correlated with `Age`	High correlation
`Age` is highly correlated with `Pregnancies`	High correlation
`Pregnancies` is highly correlated with `Age`	High correlation
`SkinThickness` is highly correlated with `Insulin` and 1 other fields	High correlation
`Insulin` is highly correlated with `SkinThickness`	High correlation
`BMI` is highly correlated with `SkinThickness`	High correlation
`Age` is highly correlated with `Pregnancies`	High correlation
`level_0` has unique values	Unique
`Age` has 12 (2.1%) zeros	Zeros

Reproduction

Analysis started	2022-09-20 06:40:04.989387
Analysis finished	2022-09-20 06:40:21.936652
Duration	16.95 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

level_0
Real number (ℝ)

UNIQUE

Distinct	581
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	-1.722624772
Maximum	1.73484803
Zeros	0
Zeros (%)	0.0%
Negative	290
Negative (%)	49.9%
Memory size	4.7 KiB

Quantile statistics

Minimum	-1.722624772
5-th percentile	-1.549523367
Q1	-0.8707836467
median	0.003833978942
Q3	0.8465645036
95-th percentile	1.570857225
Maximum	1.73484803
Range	3.457472801
Interquartile range (IQR)	1.71734815

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	nan
Kurtosis	-1.190774234
Mean	0
Median Absolute Deviation (MAD)	0.8609517252
Skewness	0.01587279078
Sum	1.465494393 × 10^-14
Variance	1.001724138
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.722624772	1	0.2%
0.4183662911	1	0.2%
0.550469995	1	0.2%
0.5550252951	1	0.2%
0.5595805952	1	0.2%
0.5641358954	1	0.2%
0.5686911955	1	0.2%
0.5732464956	1	0.2%
0.5823570959	1	0.2%
0.586912396	1	0.2%
Other values (571)	571	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.722624772	1	0.2%
-1.718069472	1	0.2%
-1.708958871	1	0.2%
-1.699848271	1	0.2%
-1.695292971	1	0.2%
-1.690737671	1	0.2%
-1.686182371	1	0.2%
-1.68162707	1	0.2%
-1.67707177	1	0.2%
-1.66796117	1	0.2%

Value	Count	Frequency (%)
1.73484803	1	0.2%
1.73029273	1	0.2%
1.725737429	1	0.2%
1.721182129	1	0.2%
1.712071529	1	0.2%
1.707516229	1	0.2%
1.702960929	1	0.2%
1.693850328	1	0.2%
1.689295028	1	0.2%
1.684739728	1	0.2%

Pregnancies
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.668895365 × 10^-17

Minimum	-1.136042381
Maximum	3.932020219
Zeros	0
Zeros (%)	0.0%
Negative	326
Negative (%)	56.1%
Memory size	4.7 KiB

Quantile statistics

Minimum	-1.136042381
5-th percentile	-1.136042381
Q1	-0.8379210515
median	-0.2416783927
Q3	0.6526855955
95-th percentile	1.845170913
Maximum	3.932020219
Range	5.0680626
Interquartile range (IQR)	1.490606647

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	-2.727964682 × 10¹⁶
Kurtosis	0.3666248812
Mean	-3.668895365 × 10^-17
Median Absolute Deviation (MAD)	0.5962426588
Skewness	0.9692620925
Sum	-2.131628207 × 10^-14
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
-0.8379210515	103	17.7%
-0.5397997221	82	14.1%
-1.136042381	81	13.9%
-0.2416783927	60	10.3%
0.05644293672	52	9.0%
0.3545642661	43	7.4%
0.6526855955	38	6.5%
0.9508069249	33	5.7%
1.547049584	22	3.8%
1.248928254	22	3.8%
Other values (7)	45	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.136042381	81	13.9%
-0.8379210515	103	17.7%
-0.5397997221	82	14.1%
-0.2416783927	60	10.3%
0.05644293672	52	9.0%
0.3545642661	43	7.4%
0.6526855955	38	6.5%
0.9508069249	33	5.7%
1.248928254	22	3.8%
1.547049584	22	3.8%

Value	Count	Frequency (%)
3.932020219	1	0.2%
3.33577756	1	0.2%
3.037656231	2	0.3%
2.739534901	7	1.2%
2.441413572	6	1.0%
2.143292243	8	1.4%
1.845170913	20	3.4%
1.547049584	22	3.8%
1.248928254	22	3.8%
0.9508069249	33	5.7%

Glucose
Real number (ℝ)

Distinct	116
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.815425167 × 10^-17

Minimum	-2.304010909
Maximum	2.629880873
Zeros	0
Zeros (%)	0.0%
Negative	319
Negative (%)	54.9%
Memory size	4.7 KiB

Quantile statistics

Minimum	-2.304010909
5-th percentile	-1.40337987
Q1	-0.6985381864
median	-0.1503279883
Q3	0.554513695
95-th percentile	1.964197061
Maximum	2.629880873
Range	4.933891783
Interquartile range (IQR)	1.253051881

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	-2.078449281 × 10¹⁶
Kurtosis	-0.08084846299
Mean	-4.815425167 × 10^-17
Median Absolute Deviation (MAD)	0.6265259407
Skewness	0.5422891697
Sum	-2.842170943 × 10^-14
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6202224438	17	2.9%
-0.5027488299	13	2.2%
-0.776853929	13	2.2%
0.3978822098	13	2.2%
-0.5810645725	13	2.2%
-0.1503279883	13	2.2%
-0.2678016022	12	2.1%
-0.3461173447	12	2.1%
-0.111170117	11	1.9%
-0.2286437309	11	1.9%
Other values (106)	453	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.304010909	1	0.2%
-2.264853038	1	0.2%
-2.108221553	1	0.2%
-2.069063682	1	0.2%
-1.951590068	1	0.2%
-1.873274325	1	0.2%
-1.834116454	2	0.3%
-1.71664284	3	0.5%
-1.677484969	1	0.2%
-1.638327097	3	0.5%

Value	Count	Frequency (%)
2.629880873	1	0.2%
2.590723002	2	0.3%
2.551565131	3	0.5%
2.51240726	5	0.9%
2.473249388	1	0.2%
2.355775774	2	0.3%
2.316617903	1	0.2%
2.277460032	3	0.5%
2.199144289	2	0.3%
2.159986418	1	0.2%

BloodPressure
Real number (ℝ)

Distinct	35
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.964387727 × 10^-16

Minimum	-2.584642613
Maximum	2.56416979
Zeros	0
Zeros (%)	0.0%
Negative	303
Negative (%)	52.2%
Memory size	4.7 KiB

Quantile statistics

Minimum	-2.584642613
5-th percentile	-1.631158835
Q1	-0.6776750564
median	-0.1055847893
Q3	0.6572022334
95-th percentile	1.801382768
Maximum	2.56416979
Range	5.148812403
Interquartile range (IQR)	1.33487729

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	-5.095031312 × 10¹⁵
Kurtosis	-0.2903835923
Mean	-1.964387727 × 10^-16
Median Absolute Deviation (MAD)	0.7627870227
Skewness	0.03972050431
Sum	-1.172395514 × 10^-13
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
-0.1055847893	42	7.2%
0.275808722	42	7.2%
0.08511196636	37	6.4%
-0.6776750564	36	6.2%
-0.296281545	35	6.0%
0.6572022334	34	5.9%
0.8478989891	33	5.7%
-0.1908768929	32	5.5%
-1.059068568	32	5.5%
-0.868371812	26	4.5%
Other values (25)	232	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.584642613	3	0.5%
-2.393945858	1	0.2%
-2.203249102	4	0.7%
-2.012552346	10	1.7%
-1.82185559	9	1.5%
-1.631158835	11	1.9%
-1.535810457	2	0.3%
-1.440462079	11	1.9%
-1.249765323	17	2.9%
-1.059068568	32	5.5%

Value	Count	Frequency (%)
2.56416979	1	0.2%
2.373473035	4	0.7%
2.278124657	1	0.2%
2.182776279	4	0.7%
1.992079523	6	1.0%
1.801382768	14	2.4%
1.610686012	17	2.9%
1.419989256	16	2.8%
1.324640878	4	0.7%
1.2292925	15	2.6%

SkinThickness
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.866497133 × 10^-17

Minimum	-2.139027761
Maximum	2.638164328
Zeros	0
Zeros (%)	0.0%
Negative	356
Negative (%)	61.3%
Memory size	4.7 KiB

Quantile statistics

Minimum	-2.139027761
5-th percentile	-1.384734273
Q1	-0.562999614
median	-0.562999614
Q3	0.6267150276
95-th percentile	1.88387084
Maximum	2.638164328
Range	4.777192089
Interquartile range (IQR)	1.189714642

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	-1.128812972 × 10¹⁶
Kurtosis	-0.1786351292
Mean	-8.866497133 × 10^-17
Median Absolute Deviation (MAD)	0.444587915
Skewness	0.6884450763
Sum	-2.842170943 × 10^-14
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
-0.562999614	195	33.6%
0.8781461902	26	4.5%
0.6267150276	24	4.1%
-0.2532940414	18	3.1%
0.2495682838	17	2.9%
-0.8818719478	16	2.8%
0.7524306089	15	2.6%
-0.7561563665	15	2.6%
0.375283865	15	2.6%
-0.0018628788	14	2.4%
Other values (29)	226	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.139027761	2	0.3%
-1.887596598	4	0.7%
-1.761881017	6	1.0%
-1.636165435	6	1.0%
-1.510449854	10	1.7%
-1.384734273	4	0.7%
-1.259018692	12	2.1%
-1.13330311	5	0.9%
-1.007587529	12	2.1%
-0.8818719478	16	2.8%

Value	Count	Frequency (%)
2.638164328	6	1.0%
2.512448747	3	0.5%
2.386733166	2	0.3%
2.261017584	3	0.5%
2.135302003	5	0.9%
2.009586422	10	1.7%
1.88387084	14	2.4%
1.758155259	11	1.9%
1.632439678	5	0.9%
1.506724097	10	1.7%

Insulin
Real number (ℝ)

HIGH CORRELATION

Distinct	110
Distinct (%)	18.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.936591615 × 10^-18

Minimum	-2.319812987
Maximum	3.117432993
Zeros	0
Zeros (%)	0.0%
Negative	432
Negative (%)	74.4%
Memory size	4.7 KiB

Quantile statistics

Minimum	-2.319812987
5-th percentile	-1.275370256
Q1	-0.3292440173
median	-0.3292440173
Q3	0.04554260895
95-th percentile	2.380179301
Maximum	3.117432993
Range	5.437245979
Interquartile range (IQR)	0.3747866262

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	1.007248498 × 10¹⁷
Kurtosis	1.763993393
Mean	9.936591615 × 10^-18
Median Absolute Deviation (MAD)	0
Skewness	1.296839799
Sum	1.776356839 × 10^-14
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3292440173	321	55.2%
0.4448883588	11	1.9%
0.1069804166	7	1.2%
1.212860955	7	1.2%
0.9056719164	7	1.2%
1.366455474	6	1.0%
1.520049993	6	1.0%
0.2912938397	6	1.0%
2.748806147	5	0.9%
-0.7531488908	5	0.9%
Other values (100)	200	34.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.319812987	1	0.2%
-2.289094083	1	0.2%
-2.227656275	2	0.3%
-2.10478066	1	0.2%
-2.074061756	2	0.3%
-1.889748333	1	0.2%
-1.797591621	1	0.2%
-1.674716006	3	0.5%
-1.643997102	2	0.3%
-1.613278198	1	0.2%

Value	Count	Frequency (%)
3.117432993	2	0.3%
3.086714089	1	0.2%
3.055995185	4	0.7%
2.994557377	1	0.2%
2.902400666	1	0.2%
2.871681762	1	0.2%
2.840962858	1	0.2%
2.810243954	2	0.3%
2.748806147	5	0.9%
2.687368339	1	0.2%

BMI
Real number (ℝ)

HIGH CORRELATION

Distinct	215
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.62563956 × 10^-16

Minimum	-2.161400024
Maximum	2.543884128
Zeros	0
Zeros (%)	0.0%
Negative	293
Negative (%)	50.4%
Memory size	4.7 KiB

Quantile statistics

Minimum	-2.161400024
5-th percentile	-1.552674452
Q1	-0.7465243696
median	-0.02263450007
Q3	0.618995157
95-th percentile	1.869350386
Maximum	2.543884128
Range	4.705284152
Interquartile range (IQR)	1.365519527

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	1.779107401 × 10¹⁵
Kurtosis	-0.3175777543
Mean	5.62563956 × 10^-16
Median Absolute Deviation (MAD)	0.6745337421
Skewness	0.2578962716
Sum	3.455014053 × 10^-13
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1747900098	10	1.7%
0.04317366989	10	1.7%
0.1077607898	9	1.5%
-0.02263450007	9	1.5%
0.1089818398	9	1.5%
-0.08844267003	9	1.5%
-0.2694151374	8	1.4%
0.3722145197	7	1.2%
0.2405981798	7	1.2%
0.3228583922	7	1.2%
Other values (205)	496	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.161400024	3	0.5%
-2.128495939	1	0.2%
-2.013331641	1	0.2%
-1.980427556	1	0.2%
-1.963975514	1	0.2%
-1.947523471	2	0.3%
-1.931071429	1	0.2%
-1.881715301	1	0.2%
-1.865263259	1	0.2%
-1.848811216	1	0.2%

Value	Count	Frequency (%)
2.543884128	1	0.2%
2.527432086	1	0.2%
2.461623916	1	0.2%
2.445171873	1	0.2%
2.428719831	2	0.3%
2.362911661	1	0.2%
2.346459618	1	0.2%
2.330007576	1	0.2%
2.297103491	3	0.5%
2.280651448	1	0.2%

DiabetesPedigreeFunction
Real number (ℝ)

Distinct	408
Distinct (%)	70.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.783720974 × 10^-17

Minimum	-1.410612949
Maximum	3.115961097
Zeros	0
Zeros (%)	0.0%
Negative	345
Negative (%)	59.4%
Memory size	4.7 KiB

Quantile statistics

Minimum	-1.410612949
5-th percentile	-1.167202835
Q1	-0.7401675481
median	-0.304591555
Q3	0.6348860772
95-th percentile	1.988587938
Maximum	3.115961097
Range	4.526574046
Interquartile range (IQR)	1.375053625

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	1.022986756 × 10¹⁶
Kurtosis	0.1335958208
Mean	9.783720974 × 10^-17
Median Absolute Deviation (MAD)	0.5978494023
Skewness	0.9150115222
Sum	6.75015599 × 10^-14
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5992459032	5	0.9%
-0.6291383734	5	0.9%
-0.6590308435	5	0.9%
-0.641949432	5	0.9%
-0.6205976676	4	0.7%
-0.5309202573	4	0.7%
-0.9024409573	4	0.7%
-0.6334087262	4	0.7%
1.211383715	4	0.7%
-0.6376790791	4	0.7%
Other values (398)	537	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.410612949	1	0.2%
-1.384990832	1	0.2%
-1.380720479	2	0.3%
-1.367909421	2	0.3%
-1.363639068	1	0.2%
-1.350828009	1	0.2%
-1.333746598	1	0.2%
-1.316665186	1	0.2%
-1.312394833	1	0.2%
-1.30812448	1	0.2%

Value	Count	Frequency (%)
3.115961097	1	0.2%
3.107420391	1	0.2%
3.068987215	1	0.2%
3.013472628	1	0.2%
2.95795804	1	0.2%
2.936606276	1	0.2%
2.932335923	1	0.2%
2.770062514	1	0.2%
2.620600163	1	0.2%
2.513841342	1	0.2%

Age
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.891860487 × 10^-17

Minimum	-1.03469052
Maximum	3.104071561
Zeros	12
Zeros (%)	2.1%
Negative	353
Negative (%)	60.8%
Memory size	4.7 KiB

Quantile statistics

Minimum	-1.03469052
5-th percentile	-1.03469052
Q1	-0.8465649712
median	-0.3762510983
Q3	0.6584394221
95-th percentile	2.069381041
Maximum	3.104071561
Range	4.138762081
Interquartile range (IQR)	1.505004393

Descriptive statistics

Standard deviation	1.000861698
Coefficient of variation (CV)	2.045973511 × 10¹⁶
Kurtosis	0.3099974798
Mean	4.891860487 × 10^-17
Median Absolute Deviation (MAD)	0.5643766475
Skewness	1.057519908
Sum	7.105427358 × 10^-15
Variance	1.001724138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
-0.9406277458	63	10.8%
-1.03469052	54	9.3%
-0.7525021966	37	6.4%
-0.6584394221	34	5.9%
-0.8465649712	31	5.3%
-0.3762510983	29	5.0%
-0.5643766475	26	4.5%
-0.4703138729	26	4.5%
-0.2821883237	20	3.4%
-0.1881255492	17	2.9%
Other values (35)	244	42.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.03469052	54	9.3%
-0.9406277458	63	10.8%
-0.8465649712	31	5.3%
-0.7525021966	37	6.4%
-0.6584394221	34	5.9%
-0.5643766475	26	4.5%
-0.4703138729	26	4.5%
-0.3762510983	29	5.0%
-0.2821883237	20	3.4%
-0.1881255492	17	2.9%

Value	Count	Frequency (%)
3.104071561	2	0.3%
3.010008787	1	0.2%
2.915946012	3	0.5%
2.821883237	3	0.5%
2.727820463	2	0.3%
2.633757688	3	0.5%
2.539694914	1	0.2%
2.445632139	3	0.5%
2.351569364	3	0.5%
2.25750659	2	0.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	level_0	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age
0	-1.722625	0.652686	1.298513	0.085112	1.255293	-0.329244	0.372215	0.933811	1.693130
1	-1.718069	-0.837921	-1.168433	-0.486978	0.500999	-0.329244	-0.779428	-0.244807	-0.094063
2	-1.708959	-0.837921	-1.011801	-0.486978	-0.253294	0.106980	-0.532648	-1.030552	-1.034691
3	-1.699848	0.354564	0.045461	0.275809	-0.563000	-0.329244	-0.943949	-0.885360	-0.188126
4	-1.695293	-0.241678	-1.442538	-2.012552	0.878146	-0.077333	-0.055539	-0.684653	-0.564377
5	-1.690738	1.845171	0.006303	-0.190877	-0.563000	-0.329244	0.651899	-1.171473	-0.282188
6	-1.686182	1.248928	0.397882	2.373473	-0.563000	-0.329244	0.107761	-0.752979	2.069381
7	-1.681627	0.056443	-0.189486	1.992080	-0.563000	-0.329244	1.030296	-0.928063	-0.188126
8	-1.677072	1.845171	2.081671	0.275809	-0.563000	-0.329244	1.096104	0.549479	0.188126
9	-1.667961	0.354564	2.003355	0.085112	-0.756156	2.595212	-0.911045	0.762997	1.787193

Last rows

	level_0	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age
571	1.684740	0.950807	0.867777	1.801383	2.009586	-0.329244	0.108982	-0.073992	0.658439
572	1.689295	-1.136042	0.319566	0.085112	-0.563000	-0.329244	0.816420	-0.641949	1.881255
573	1.693850	-0.837921	-0.346117	0.466505	-0.563000	-0.329244	1.013844	-0.902441	-0.564377
574	1.702961	-0.539800	-1.050959	-1.249765	0.123853	-2.289094	-0.483292	1.527390	-0.940628
575	1.707516	1.547050	2.159986	0.275809	0.752431	-0.329244	2.083227	-0.022748	1.034691
576	1.712072	1.547050	-1.011801	-0.868372	-0.563000	-0.329244	-1.453962	-1.137310	0.094063
577	1.721182	-0.539800	0.280409	-0.105585	0.249568	-0.329244	0.898680	-0.291780	-0.470314
578	1.725737	0.354564	0.241251	0.085112	-0.253294	0.659921	-0.845237	-0.697464	-0.188126
579	1.730293	-0.837921	0.437040	-1.059069	-0.563000	-0.329244	-0.203607	-0.253347	1.410942
580	1.734848	-0.837921	-0.855170	-0.105585	0.752431	-0.329244	-0.154251	-0.398539	-0.846565

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows